Papers

AB-UPT: Scaling Neural CFD Surrogates for High-Fidelity Automotive Aerodynamics Simulations via Anchored-Branched Universal Physics Transformers

Alkin et al. (Emmi AI) · TMLR 2025 · Transformers

What it does

A few anchor points carry full attention; millions of query points read only the anchors, with separate surface and volume branches.

Why it matters

Made full-car CFD fields at production resolution trainable on a single GPU.

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